Perception Lock
Real-time monitoring of data quality, with a reliability score attached to every output.
TPT2
Time-Series Pre-Trained Transformer 2
Making Industrial AI Real — With Human-Machine Agent.
Overview
What is TPT2?
TPT2 is an industrial AI platform that learns from time-series data, integrates simulation, and orchestrates tools through an agentic architecture.
Reliable Prediction, Control, and Optimization in the Process Industry — with Full Understanding of Industrial Context and Logic.
Zero-barrier Access to Industrial AI for Every Role, Every Process, Every Scenario — Through Natural Language Interaction
Technical Highlights
Decoding Time Series with Industrial-Grade Reliability
Industrial Semantic Tags
Every dataset carries context, logic, and “why,” making raw signals interpretable.
AI + First Principles
Integrates first-principles models into neural networks, ensuring reliable reasoning.
Multi-Expert Framework
Orchestrates specialized models for causality, dynamics, and process-specific expertise.
Industrial Semantic Tags
Every dataset carries context, logic, and “why,” making raw signals interpretable.
AI + First Principles
Integrates first-principles models into neural networks, ensuring reliable reasoning.
Multi-Expert Framework
Orchestrates specialized models for causality, dynamics, and process-specific expertise.
Industrial AI SafetyAI that Industry Can Trust - Safeguarded At Every Step
Execution Lock
AI commands are constrained by process rules so valves, pumps, and actuators operate within safe limits.
Evolution Lock
Continuous expert feedback and reinforcement learning keep models on track, improving with every use.
Case Study
Chemical Autonomous Chlor-Alkali Production
The World's First TPT-Driven Autonomous Operation Of A Chlor-Alkali Plant
- ≈ 1,000 tonnes/year reduction in sodium carbonate consumption
- ≈ 5% reduction in electrolyzer specific energy consumption
- 95% accuracy in ion-exchange membrane life prediction
Case Study
Yulin Chemical Ethane-To-Ethylene Optimization Project
Building An Intelligent "Brain" For Ethylene Production With TPT, Enabling Highly Autonomous Operation
- 99.79% accuracy in abnormal event prediction
- 4–5 hours reduction in furnace start-up heating time
- 0.373% increase in single-furnace ethylene yield
Downloads & Resources
Time-series Pre-trained Transformer General Specification
Oct 13, 2025
787 KB
Time-series Pre-trained Transformer Brochure
Oct 07, 2024
300 KB
